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Applying Machine Learning to your Data with Google Cloud
  • Level Foundation
  • Duration 7 hours
  • Course by Google Cloud
  • Offered by

About

In this course, we define what machine learning is and how it can benefit your business. You'll see a few demos of ML in action and learn key ML terms like instances, features, and labels. In the interactive labs, you will practice invoking the pretrained ML APIs available as well as build your own Machine Learning models using just SQL with BigQuery ML.

Modules

Introduction

    • 1 Videos
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1 Videos

  • Course Introduction

Introduction to Machine Learning

    • 5 Videos
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5 Videos

  • Introduction to Machine Learning
  • Demo: Google Photos
  • What is deep learning?
  • ML Applications for Business
  • ML Terms: Instances, Features, Labels

The Spectrum of ML Tools

    • 1 Videos
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1 Videos

  • The Spectrum of ML Tools

Quiz

    • 1 Assignment
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1 Assignment

  • Introduction to Machine Learning

Google Cloud Pre-Trained ML Models

    • 3 Videos
    • 2 Discussion
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2 Discussions

  • Explore the Vision API
  • Explore the Language APIs

3 Videos

  • Pre-Trained ML Models
  • Demo: Cloud Translate and Vision APIs
  • Demo: Natural Language Processing API

Lab - Practice with ML APIs

    • 1 Videos
    • 1 ExternalTool
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1 External Tool

  • Training with Pre-built ML Models using Cloud Vision API and AutoML

1 Videos

  • Getting Started with Google Cloud Platform and Qwiklabs

Quiz

    • 1 Assignment
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1 Assignment

  • Pre-trained ML models

Feature Selection and Preprocessing

    • 4 Videos
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4 Videos

  • What makes a dataset good for ML?
  • Choosing good features
  • Exploring and Preprocessing Data
  • Other Tools for Creating Data Pipelines

Creating Machine Learning Datasets in BigQuery

    • 2 Videos
    • 1 ExternalTool
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1 External Tool

  • Creating Repeatable Dataset Splits with BigQuery

2 Videos

  • Knowing the Unknowable
  • Creating Repeatable Dataset Splits

Quiz

    • 1 Assignment
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1 Assignment

  • Creating ​ML Datasets in BigQuery

Introducing BigQuery ML

    • 2 Videos
    • 1 Readings
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2 Videos

  • Introducing BigQuery Machine Learning
  • Phases of Model Building

1 Readings

  • BigQuery ML Resources

Building Classification Models in BigQuery

    • 1 Videos
    • 2 ExternalTool
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2 External Tool

  • Predicting Visitor Return Purchases with BigQuery
  • Predict Taxi Fare with a BigQuery ML Forecasting Model

1 Videos

  • Lab Intro: Predicting Visitor Return Purchases with BigQuery

Quiz

    • 1 Assignment
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1 Assignment

  • BigQuery ML

Course Summary

    • 1 Videos
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1 Videos

  • Course Summary

Auto Summary

Discover the power of machine learning with Google Cloud in this foundational IT & Computer Science course. Taught by Coursera, you'll explore key ML concepts, witness practical demos, and gain hands-on experience with pretrained ML APIs and BigQuery ML. Perfect for beginners, this 420-minute course offers a starter subscription. Ideal for those looking to leverage ML for business growth.

Google Cloud Training
Instructor

Google Cloud Training